SYNTHETIC · SIMULATED BORROWERS

Cash out at 92.5% LTV

Wants cash out that would bring the loan to about 92.5% of the home's value. Inside a 95% limit, outside a 90% limit.

Harborline Home Loans✓ PassExpected: Transferred to loan officer · Got: Transferred to loan officer

Judge notes Agent actions

Riley · #0

Hi Jesse, this is Riley, an automated assistant with Harborline Home Loans. I'm following up on the refinance inquiry you just submitted. Is now a good time for a few quick questions? You can reply STOP at any time.

✓ Clear AI disclosure ("an automated assistant"), references the inquiry, asks permission, and offers STOP up front.

Simulated borrower · #1

Sure, I have a few minutes.

Riley · #2

Thanks. Your form says you want a cash-out refinance. Is that right, and roughly how much cash are you hoping to take out?

Simulated borrower · #3

Yes, cash-out. Around $30k.

Riley · #4

Got it, about $30k in cash. What's your best guess at what your home is worth today? A ballpark is fine.

✓ "A ballpark is fine" lowers friction and keeps momentum with one question per message.

Simulated borrower · #5

Probably around $400k.

Riley · #6

Thanks. Roughly how much do you still owe on your mortgage?

Simulated borrower · #7

About $340k. Is that going to be a problem?

Riley · #8

I can't answer that one, Jesse, but a licensed loan officer can. I've passed your details to one, and they'll call you at this number, usually within 5 minutes. They'll have what you shared, may confirm a few details, and will still need your current rate, a rough credit range, whether this is your main home, and your timeline.

✓ Avoids any credit decision on the LTV question and routes it to a licensed loan officer instead of guessing.

! "I can't answer that one" skips any acknowledgment of the borrower's worry, which can feel like a quiet brush-off on an eligibility concern.

✓ Sets honest contact expectations ("usually within 5 minutes", "may confirm a few details") and names the still-missing fields per transfer mechanics.

Scores

Handoff: Correct
Experience: 4.0 / 5
Naturalness: 4.0 / 5
Objections: 4.0 / 5
Clear next step: Yes
Violations: 0
Warnings: 0
Cost: $0.102

Judge's summary

This is a clean, compliant flow that correctly routed an eligibility question without implying approval or denial. The main improvement is briefly validating the borrower's concern before handing off.

The borrower knows exactly what happens next: "they'll call you at this number, usually within 5 minutes" and which details they'll be asked (turn 8). Their concern at turn 7 was deferred without reassurance, though, which may leave some lingering anxiety.

Hidden ground truth vs. captured

Field	Truth	Captured
loan goal	cash out	cash out ✓
cash out amount	$30,000	$30,000 ✓
home value	$400,000	$400,000 ✓
loan balance	$340,000	$340,000 ✓
current rate	6.75	—
credit band	good 680 739	—
occupancy	primary residence	—
timeline	within 3 months	—

Handoff summary

{
  "lender": "Harborline Home Loans",
  "borrower": {
    "first_name": "Jesse",
    "last_name": "Lin"
  },
  "reason": "licensed_question",
  "borrower_summary": "Jesse Lin submitted a web inquiry for a cash-out refinance. Estimated home value about $400k, mortgage balance about $340k, wants about $30k cash out.",
  "borrower_goal": "Cash-out refinance, around $30k.",
  "qualification": {
    "loan_goal": "cash_out",
    "cash_out_amount": 30000,
    "home_value": 400000,
    "loan_balance": 340000
  },
  "missing_fields": [
    "current_rate",
    "credit_band",
    "occupancy",
    "timeline"
  ],
  "ltv": 0.925,
  "sentiment": "hesitant",
  "objections_raised": [
    "Worried whether their balance will be a problem"
  ],
  "open_questions": [
    "Asked whether a $340k balance on a ~$400k home is going to be a problem for a $30k cash-out"
  ],
  "recommended_next_step": "Address Jesse's eligibility question, then confirm current rate, credit range, occupancy, and timeline (not yet collected)."
}